Masked Event Modeling: Self-Supervised Pretraining for Event Cameras

20 December 2022

Papers citing "Masked Event Modeling: Self-Supervised Pretraining for Event Cameras"

25 / 25 papers shown

Title
CM3AE: A Unified RGB Frame and Event-Voxel/-Frame Pre-training Framework Wentao Wu X. Wang Chenglong Li Bo Jiang Jin Tang Bin Luo Qi Liu 34 0 0 17 Apr 2025
EventFly: Event Camera Perception from Ground to the Sky Lingdong Kong Dongyue Lu Xiang Xu Lai Xing Ng Wei Tsang Ooi Benoit R. Cottereau 45 0 0 25 Mar 2025
LLaFEA: Frame-Event Complementary Fusion for Fine-Grained Spatiotemporal Understanding in LMMs Hanyu Zhou Gim Hee Lee 42 0 0 10 Mar 2025
FlexEvent: Event Camera Object Detection at Arbitrary Frequencies Dongyue Lu Lingdong Kong Gim Hee Lee Camille Simon Chane Wei Tsang Ooi 62 2 0 09 Dec 2024
Expanding Event Modality Applications through a Robust CLIP-Based Encoder SungHeon Jeong Hanning Chen Sanggeon Yun Suhyeon Cho Wenjun Huang Xiangjian Liu Mohsen Imani 98 1 0 04 Dec 2024
Event USKT : U-State Space Model in Knowledge Transfer for Event Cameras Yuhui Lin Jiahao Zhang Siyuan Li Jimin Xiao Ding Xu Wenjun Wu Jiaxuan Lu 69 0 0 22 Nov 2024
Path-adaptive Spatio-Temporal State Space Model for Event-based Recognition with Arbitrary Duration Jiazhou Zhou Kanghao Chen Lei Zhang Lin Wang 24 0 0 25 Sep 2024
EventAug: Multifaceted Spatio-Temporal Data Augmentation Methods for Event-based Learning Yukun Tian Hao Chen Yongjian Deng Feihong Shen Kepan Liu Wei You Ziyang Zhang 29 0 0 18 Sep 2024
Pushing the boundaries of event subsampling in event-based video classification using CNNs Hesam Araghi J. C. V. Gemert Nergis Tomen 38 0 0 13 Sep 2024
Recent Event Camera Innovations: A Survey Bharatesh Chakravarthi Aayush Atul Verma Kostas Daniilidis Cornelia Fermuller Yezhou Yang 38 22 0 24 Aug 2024
EZSR: Event-based Zero-Shot Recognition Yan Yang Sehwan Kim Dongxu Li Y. Sun 29 0 0 31 Jul 2024
CEIA: CLIP-Based Event-Image Alignment for Open-World Event-Based Understanding Wenhao Xu Wenming Weng Yueyi Zhang Zhiwei Xiong VLM 39 0 0 09 Jul 2024
MambaPupil: Bidirectional Selective Recurrent model for Event-based Eye tracking Zhong Wang Zengyu Wan Han Han Bohao Liao Yuliang Wu Wei Zhai Yang Cao Zheng-jun Zha Mamba 16 5 0 18 Apr 2024
Data-efficient Event Camera Pre-training via Disentangled Masked Modeling Zhenpeng Huang Chao Li Hao Chen Yongjian Deng Yifeng Geng Limin Wang 39 2 0 01 Mar 2024
LEOD: Label-Efficient Object Detection for Event Cameras Ziyi Wu Mathias Gehrig Qing Lyu Xudong Liu Igor Gilitschenski 27 13 0 29 Nov 2023
Label-Free Event-based Object Recognition via Joint Learning with Image Reconstruction from Events Hoonhee Cho Hyeonseong Kim Yujeong Chae Kuk-Jin Yoon VLM 22 24 0 18 Aug 2023
EventBind: Learning a Unified Representation to Bind Them All for Event-based Open-world Understanding Jiazhou Zhou Xueye Zheng Yuanhuiyi Lyu Lin Wang VLM 17 13 0 06 Aug 2023
Cross-modal Orthogonal High-rank Augmentation for RGB-Event Transformer-trackers Zhiyu Zhu Junhui Hou Dapeng Oliver Wu ViT 19 28 0 09 Jul 2023
EventCLIP: Adapting CLIP for Event-based Object Recognition Ziyi Wu Xudong Liu Igor Gilitschenski VLM 26 15 0 10 Jun 2023
Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks Xueye Zheng Yexin Liu Yunfan Lu Tongyan Hua Tianbo Pan Weiming Zhang Dacheng Tao Lin Wang AI4TS BDL 3DV 39 80 0 17 Feb 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,775 0 29 Apr 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 179 686 0 22 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,777 0 24 Feb 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,428 0 04 Jan 2021